The Promise of Artificial Intelligence-Assisted Point-of-Care Ultrasonography in Perioperative Care

The role of point-of-care ultrasonography in the perioperative setting has expanded rapidly over recent years. Revolutionizing this technology further is integrating artificial intelligence to assist clinicians in optimizing images, identifying anomalies, performing automated measurements and calculations, and facilitating diagnoses. Artificial intelligence can increase point-of-care ultrasonography efficiency and accuracy, making it an even more valuable point-of-care tool. Given this topic's importance and ever-changing landscape, this review discusses the latest trends to serve as an introduction and update in this area.

Quantification of pleural effusions by two-dimensional transthoracic echocardiography

PURPOSE

There is lack of validated methods for quantifying the size of pleural effusion from standard transthoracic (TTE) windows. The purpose of this study is to determine whether pleural effusion (Peff) measured from routine two-dimensional (2D) TTE views correlate with chest radiograph (CXR).

MATERIALS AND METHODS

We retrospectively identified all inpatients who underwent a TTE and CXR within 2 days in a large tertiary care center. Peff was measured on TTE from parasternal long axis (PLAX), apical four-chamber (A4C), and subcostal views and on CXR. Logistic regression models were used determine optimal cut points to predict moderate or greater Peff.

RESULTS

In 200 patients (mean age 69.3 ± 14.3 years, 49.5% female), we found statistically significant associations between Peff size assessed by all TTE views and CXR, with weak to moderate correlation (PLAX length: 0.21 (95% CI [0.05, 0.35]); PLAX depth: 0.21 (95% CI [0.05, 0.35]); A4C left: 0.31 (95% CI [0.13, 0.46]); A4C right: 0.39 (95% CI [0.17, 0.57]); subcostal: 0.38 (95% CI [0.07, 0.61]). The best TTE thresholds for predicting moderate or greater left-sided Peff on CXR was PLAX length left >  = 8.6 cm (sensitivity 78%, specificity 54%, PPV 26%, and NPV 92%). The best TTE thresholds for predicting moderate or greater right-sided Peff on CXR was A4C right >  = 2.6 cm (sensitivity 87%, specificity 60%, PPV 37%, and NPV 94%).

CONCLUSIONS

We identified statistically significant associations with Peff size measured on TTE and CXR. The predictive ability of TTE to identify moderate or large pleural effusion is limited.

Ultrasound for Pleural Disease. Beyond a Pocket of Pleural Fluid

The evolution of pleural disease imaging modalities through the years has helped the scientific community understand and treat various disease states. Ultrasound (US) has been an image modality that has reigned superior to those used in the past such as chest X-ray and computed tomographic scan in terms of cost effectiveness, portability, and reduction in unwarranted radiation exposure to patients. Here we provide a succinct review of US use in pleural disease including imaging techniques, identifying safe pleural space for access, and predicting pleural fluid volume and etiology along with specificities regarding trapped lung identification and pleural mass biopsy. We believe bedside chest US is an adjunct to the physical exam adding superior diagnostic abilities. Further research is warranted in more specific aspects of sonographic use such as in fibrinolytic therapy management, evaluation for trapped lung, and the utility of specific modes like the color flow Doppler.

Lung Ultrasound Is More Sensitive for Hospitalized Consolidated Pneumonia Diagnosis Compared to CXR in Children

BACKGROUND

Pneumonia is the leading cause of death among children; thus, a correct early diagnosis would be ideal. The imagistic diagnosis still uses chest X-ray (CXR), but lung ultrasound (LUS) proves to be reliable for pneumonia diagnosis. The aim of our study was to evaluate the sensitivity and specificity of LUS compared to CXR in consolidated pneumonia.

METHODS

Children with clinical suspicion of bacterial pneumonia were screened by LUS for pneumonia, followed by CXR. The agreement relation between LUS and CXR regarding the detection of consolidation was evaluated by Cohen's kappa test.

RESULTS

A total of 128 patients with clinical suspicion of pneumonia were evaluated; 74 of them were confirmed by imagery and biological inflammatory markers. The highest frequency of pneumonia was in the 0-3 years age group (37.83%). Statistical estimation of the agreement between LUS and CXR in detection of the consolidation found an almost perfect agreement, with a Cohen's kappa coefficient of K = 0.89 ± 0.04 SD, p = 0.000. Sensitivity of LUS was superior to CXR in detection of consolidations.

CONCLUSION

Lung ultrasound is a reliable method for the detection of pneumonia consolidation in hospitalized children, with sensitivity and specificity superior to CXR. LUS should be used for rapid and safe evaluation of child pneumonia.

Review of bedside surgeon-performed ultrasound in pediatric patients

PURPOSE

Pediatric surgeon performed bedside ultrasound (PSPBUS) is a targeted examination that is diagnostic or therapeutic. The aim of this paper is to review literature involving PSPBUS.

METHODS

PSPBUS practices reviewed in this paper include central venous catheter placement, physiologic assessment (volume status and echocardiography), hypertrophic pyloric stenosis diagnosis, appendicitis diagnosis, the Focused Assessment with Sonography for Trauma (FAST), thoracic evaluation, and soft tissue infection evaluation.

RESULTS

There are no standards for the practice of PSPBUS.

CONCLUSIONS

As the role of the pediatric surgeon continues to evolve, PSPBUS will influence practice patterns, disease diagnosis, and patient management.

TYPE OF STUDY

Review Article.

LEVEL OF EVIDENCE

Level III.

EVALUATION OF NEW ULTRASOUND METHODS FOR QUANTIFYING THE FLUID IN THE PLEURAL CAVITY

Purpose: to determine accuracy of applying the new quantitative assessment methodology for liquid in the pleural cavity.

Materials and methods. The research encompassed 296 patients who underwent surgeries at Federal Center of Cardiovascular Surgery (Penza, Russia) with assisted blood circulation from 2015 to 2017. All the patients had ultrasonic examinations of the pleural cavities that identified the full volume of the liquid component in the pleural cavity, shaped elliptically, with further calculation of the volume with the disk test EDV (Dmax × Lmax × 3.42) – 6.44. The research data was processed with the demo software SPSS Statistics (Statistical Package for the Social Sciences). In order to compare the two methods of assessing the pleural effusionvolume resulting from the pleural puncture, we applied the Bland-Altman comparison method and Pearson correlation coefficient. A difference and a mean difference (M difference) were calculated for each pair of measurements; a standard difference deviation (SD difference) was specified with further verification of the assumption that M difference differed from 0. For this purpose, the sampling mean was compared with the speculative general mean, as tested with Student’s t – distribution.

Results. While determining potential connection between the findings of liquidquantity ultrasonic measurement and the actual volume after pleural cavity puncture, the equation of linear regression found a strong linear connection between them with R2 equal to 0.85 p < 0.001). Comparison of the liquid volume by the Bland-Altman method did not find difference in the liquid volume either: all the measurements are within 2SD difference of those parameters, which proves congruity of those methods. When the sampling mean was compared with the speculative general mean, as tested with Student’s t – distribution, no reliable differences (p = 0.52) were identified.

Conclusion. Development of this methodology proves to be justified by the fact that there are often cases in the postsurgery cardiosurgical and thoracic practice when the pleural effusion volume should be measured quickly and rather accurately and assessed in dynamics.